Papers citing 'High Performance I/O For Large Scale Deep Learning'

Title
Same model, better performance: the impact of shuffling on DNA Language Models benchmarking Davide Greco Konrad Rawlik 20 0 0 14 Oct 2025
GlobalGeoTree: A Multi-Granular Vision-Language Dataset for Global Tree Species Classification Yang Mu Zhitong Xiong Yi Wang Muhammad Shahzad Franz Essl Mark van Kleunen Xiao Xiang Zhu VLM 238 0 0 18 May 2025
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey Noah Lewis J. L. Bez Suren Byna 251 4 0 16 Apr 2024
Multi-model learning by sequential reading of untrimmed videos for action recognition Kodai Kamiya Toru Tamaki 159 0 0 26 Jan 2024
G-Meta: Distributed Meta Learning in GPU Clusters for Large-Scale Recommender SystemsInternational Conference on Information and Knowledge Management (CIKM), 2023 Youshao Xiao Shangchun Zhao Zhenglei Zhou Zhaoxin Huan Lin Ju Xiaolu Zhang Lin Wang Jun Zhou OffRL 167 11 0 09 Jan 2024
High Throughput Training of Deep Surrogates from Large Ensemble RunsInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2023 Lucas Meyer M. Schouler R. Caulk Alejandro Ribés Bruno Raffin AI4CE 93 7 0 28 Sep 2023
Corgi^2: A Hybrid Offline-Online Approach To Storage-Aware Data Shuffling For SGD Etay Livne Gal Kaplun Eran Malach Shai Shalev-Schwatz OffRL 148 0 0 04 Sep 2023
FFCV: Accelerating Training by Removing Data BottlenecksComputer Vision and Pattern Recognition (CVPR), 2023 Guillaume Leclerc Andrew Ilyas Logan Engstrom Sung Min Park Hadi Salman Aleksander Madry 139 77 0 21 Jun 2023
How Can We Train Deep Learning Models Across Clouds and Continents? An Experimental StudyProceedings of the VLDB Endowment (PVLDB), 2023 Alexander Isenko R. Mayer Hans-Arno Jacobsen 180 9 0 05 Jun 2023
Profiling and Improving the PyTorch Dataloader for high-latency Storage: A Technical Report Ivan Svogor Christian Eichenberger M. Spanring M. Neun Michael K Kopp 134 10 0 09 Nov 2022
Wespeaker: A Research and Production oriented Speaker Embedding Learning ToolkitIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Hongji Wang Che-Yuan Liang Shuai Wang Zhengyang Chen Binbin Zhang Xu Xiang Yan Deng Y. Qian 172 181 0 31 Oct 2022
Deep Lake: a Lakehouse for Deep LearningConference on Innovative Data Systems Research (CIDR), 2022 S. Hambardzumyan Abhina Tuli Levon Ghukasyan Fariz Rahman Hrant Topchyan ... Mark McQuade M. Harutyunyan Tatevik Hakobyan I. Stranic Davit Buniatyan 140 28 0 22 Sep 2022
Detecting Network-based Internet Censorship via Latent Feature Representation LearningComputers & security (Comput. Secur.), 2022 Shawn P. Duncan Hui Chen 161 1 0 12 Sep 2022
Differentiable programming for functional connectomics R. Ciric A. Thomas Oscar Esteban R. Poldrack 114 0 0 31 May 2022
WeNet 2.0: More Productive End-to-End Speech Recognition ToolkitInterspeech (Interspeech), 2022 Binbin Zhang Di Wu Zhendong Peng Xingcheng Song Zhuoyuan Yao Hang Lv Linfu Xie Chao Yang Fuping Pan Jianwei Niu VLM 196 125 0 29 Mar 2022
Advances in Neural Rendering A. Tewari Justus Thies B. Mildenhall P. Srinivasan E. Tretschk ... S. Fanello Jun Zhu Gordon Wetzstein Michael Zollhoefer D. B. Goldman 3DH AI4CE 289 499 0 10 Nov 2021
Progressive Compressed Records: Taking a Byte out of Deep Learning DataProceedings of the VLDB Endowment (PVLDB), 2019 Michael Kuchnik George Amvrosiadis Virginia Smith 248 10 0 01 Nov 2019